Analysis of Vessel Movements using Association Rules

Noviyanti Santoso, Wahyu Wibowo, Nur Azizah

2020

Abstract

Currently, ship traffic and the situation of sea waters are essential for several countries, including Indonesia as an archipelago. The automatic Identification System of ITS (VISITS) provides data containing a variety of information about vessel movements and traffic characteristics in Java sea waters. We use data mining techniques to identify and determine ships' movement patterns in the Java sea, especially the Lombok Strait. The objects of research are ships around the Lombok Strait because it is one with hefty ship traffic. Based on the analysis results, we obtain information that the dominant types of ships passing in the Lombok Strait are cargo ships with medium vessel speed and relatively spread out the course over ground, as many as 25% of ships heading to the South. Furthermore, using the a priori algorithm association rules method, 14 rules are obtained for a maximum of 3 items and 26 rules for a maximum of 4 items. The rules with the highest lift score state that if the ship's coordinates are at Latitude = 7 and Longitude = 116, and type = Cargo ship, then the course over ground is about 180° - 225° or the vessel is heading South.

Paper Citation

in Harvard Style

Santoso N., Wibowo W. and Azizah N. (2020). Analysis of Vessel Movements using Association Rules. In Proceedings of the 2nd International Conference on Science, Technology, and Environment - Volume 1: ICoSTE, ISBN 978-989-758-545-6, pages 125-130. DOI: 10.5220/0010797800003317

in Bibtex Style

@conference{icoste20,
author={Noviyanti Santoso and Wahyu Wibowo and Nur Azizah},
title={Analysis of Vessel Movements using Association Rules},
booktitle={Proceedings of the 2nd International Conference on Science, Technology, and Environment - Volume 1: ICoSTE,},
year={2020},
pages={125-130},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010797800003317},
isbn={978-989-758-545-6},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 2nd International Conference on Science, Technology, and Environment - Volume 1: ICoSTE,
TI - Analysis of Vessel Movements using Association Rules
SN - 978-989-758-545-6
AU - Santoso N.
AU - Wibowo W.
AU - Azizah N.
PY - 2020
SP - 125
EP - 130
DO - 10.5220/0010797800003317